States
Alabama 443 Alaska 42 Arizona 633 Arkansas 372 California 15,150 Colorado 1,536 Connecticut 358 Delaware 128 District of Columbia 1,291 Florida 1,287 Georgia 1,069 Hawaii 130 Idaho 190 Illinois 1,834 Indiana 316 Iowa 290 Kansas 117 Kentucky 165 Louisiana 107 Maine 82 Maryland 1,643 Massachusetts 2,278 Michigan 705 Minnesota 394 Mississippi 92 Missouri 473 Montana 51 Nebraska 174 Nevada 194 New Hampshire 104 New Jersey 819 New Mexico 157 New York 6,581 North Carolina 1,205 North Dakota 76 Ohio 682 Oklahoma 190 Oregon 351 Pennsylvania 902 Rhode Island 96 South Carolina 200 South Dakota 59 Tennessee 274 Texas 3,594 Utah 460 Vermont 75 Virginia 3,670 Washington 2,717 West Virginia 75 Wisconsin 345 Wyoming 64
Cities
San Francisco Bay Area, CA 10,270 New York, NY 5,518 Washington, DC 3,586 Seattle, WA 2,109 Los Angeles, CA 2,007 Boston, MA 1,349 Austin, TX 1,169 Chicago, IL 1,147 Dallas–Fort Worth, TX 1,041 Denver, CO 792 Atlanta, GA 684 Raleigh–Durham, NC 484 San Diego, CA 430 Charlotte, NC 363 Phoenix, AZ 360 Houston, TX 260 Pittsburgh, PA 229 Miami, FL 208 Philadelphia, PA 165 Salt Lake City, UT 162 Detroit, MI 146 Minneapolis, MN 125 Baltimore, MD 102 Nashville, TN 64 Portland, OR 28
Role
Software Engineer 11,170 Product Manager 3,284 Engineering Manager 2,103 Project Manager 1,929 Program Manager 1,884 Data Scientist 1,553 Machine Learning Engineer 1,510 Security Engineer 1,429 Marketing Manager 1,351 Full Stack Developer 1,187 AI Engineer 1,062 DevOps Engineer 1,045 Data Engineer 897 Cybersecurity Analyst 844 IT Support Specialist 827 Backend Developer 804 Systems Administrator 756 Site Reliability Engineer 717 Graphic Designer 695 Data Analyst 662 Product Marketing Manager 601 Mobile Developer 591 Business Analyst 568 Network Engineer 563 Product Designer 519 Content Writer 506 QA Engineer 497 Growth Marketing Manager 348 Frontend Developer 339 Cloud Engineer 309 UX Designer 243 PPC Specialist 219 Email Marketing Specialist 204 Social Media Manager 199 Digital Marketing Specialist 179 Community Manager 175 Marketing Analyst 172 Video Editor 97 Brand Manager 93 Creative Director 85 SEO Specialist 77 Content Creator 76 Scrum Master 73 Influencer Marketing Manager 66 BI Developer 61 Art Director 48 Copywriter 47 Web Developer 45 Motion Designer 40 Game Designer 35 3D Artist 30 UI Designer 23 Animator 21 Web Designer 16
Skills
Python 14,694 Machine learning 9,064 Product roadmapping 8,521 AWS 8,241 CI/CD 7,466 SQL 6,107 Kubernetes 6,028 LLMs 5,652 AI agents 5,249 C++ 5,082 Linux 5,012 Java 4,916 Azure 4,868 Distributed systems 4,689 Agile 4,606 Docker 4,214 Google Cloud 4,063 Git 3,976 TypeScript 3,862 Go 3,814 React 3,545 Terraform 3,302 JavaScript 3,208 Go-to-market 2,817 REST APIs 2,675 Jira 2,655 Test automation 2,601 PostgreSQL 2,460 C 2,434 Generative AI 2,429 Product strategy 2,391 Microservices 2,368 Incident response 2,359 Bash 2,196 Positioning & messaging 2,138 Excel 2,029 Embedded systems 1,879 GitHub 1,843 Node.js 1,821 Stakeholder management 1,753 Rust 1,716 PyTorch 1,706 Kafka 1,685 CRM 1,638 IAM 1,603 Product marketing 1,599 CompTIA certifications 1,577 Scrum 1,576 Spark 1,566 C# 1,556 Computer vision 1,554 Cryptography 1,495 Ansible 1,472 GitLab 1,463 Firmware 1,459 Data modeling 1,434 Market research 1,422 Android 1,420 Deep learning 1,366 Jenkins 1,341 PRDs 1,339 RAG 1,332 iOS 1,312 Data warehousing 1,309 PMP 1,266 Design systems 1,263 Confluence 1,246 NoSQL 1,233 ETL 1,213 OpenAI API 1,206 NIST 1,193 Vulnerability management 1,181 Salesforce 1,171 Google Workspace 1,163 Firewalls 1,149 HTML 1,138 Databricks 1,078 Competitive analysis 1,078 Grafana 1,075 CSS 1,068 Snowflake 1,067 TCP/IP 1,065 Tableau 1,030 Kotlin 1,013 PowerShell 998 DNS / DHCP 997 Power BI 982 CISSP 982 Angular 975 Prototyping 969 Figma 963 MLOps 949 TensorFlow 935 Scala 918 User stories 913 Prometheus 897 Brand marketing 880 GitHub Actions 877 SAP 869 R 855 A/B testing 841 Active Directory 840 NLP 839 Prompt engineering 836 Web accessibility (WCAG) 832 Spring Boot 809 Zero Trust 804 Airflow 795 Redis 792 Pricing strategy 791 MySQL 789 User research 788 Demand generation 778 Elasticsearch 777 Oracle 770 Sales enablement 763 RTOS 759 Reinforcement learning 753 Unix 752 OAuth 730 SSO / SAML 729 GraphQL 715 SOC 2 714 Routing & switching 710 Splunk 699 Vector databases 698 VPN 691 ServiceNow 686 MongoDB 682 Datadog 668 SQL Server 654 ITIL 644 Cisco 641 SIEM 639 CUDA 630 .NET 628 SEO 627 Microsoft 365 624 BigQuery 622 Helm 622 VMware 617 JUnit 613 CCNA / CCNP 608 HIPAA 600 Serverless 595 CloudFormation 586 Technical writing 585 Threat modeling 584 gRPC 582 Microsoft Project 578 Ruby 570 Next.js 560 LangChain 557 MATLAB 546 FedRAMP 546 Budget management 542 Adobe Creative Cloud 534 SAFe 532 Marketing automation 530 dbt 529 Content strategy 529 Product analytics 523 Email marketing 522 Jetpack Compose 511 Penetration testing 508 SharePoint 497 GIAC certifications 494 ISO 27001 486 scikit-learn 485 CMS 474 pandas 468 Argo CD 466 EDR 453 Windows Server 443 macOS 434 Looker 431 DynamoDB 428 HubSpot 426 Vue.js 415 Event marketing 412 Typography 407 Six Sigma 406 ELK Stack 401 FastAPI 391 Chef / Puppet 386 OpenTelemetry 384 FPGA 373 Photoshop 372 Google Analytics 367 React Native 355 Okta 355 Video editing 355 Hadoop 351 Load testing 348 SAST / DAST 341 Paid social 336 Django 335 OpenShift 331 Account-based marketing 331 NumPy 330 Illustrator 330 Service mesh 323 Redshift 313 Flink 308 CISM 303 Blockchain 302 Intune / SCCM 299 Kanban 295 SD-WAN 288 Hugging Face 286 OWASP 286 RabbitMQ 277 Motion graphics 277 Wireframing 276 GRC 274 Perl 264 Swift 260 Ruby on Rails 257 Juniper 257 ClickHouse 252 OKRs 252 Selenium 249 Playwright 249 Smartsheet 243 Power Platform 240 WebSockets 235 Content marketing 235 Unreal Engine 232 Google Ads 223 Cassandra 222 PPC 222 Wireshark 221 Flask 218 Pulumi 217 After Effects 207 Copywriting 205 Information architecture 203 PCI DSS 200 SageMaker 199 Canva 199 SOAR 196 Asana 196 Redux 191 Marketo 191 InDesign 182 Premiere Pro 181 Notion 181 Vertex AI 177 Tailwind CSS 176 NetSuite 171 Presto / Trino 167 Cypress 163 Kinesis 158 Cloudflare 156 Salesforce Marketing Cloud 153 Jamf 148 Hive 147 Workday 146 PHP 145 OSCP 145 Influencer marketing 145 Postman 139 Zapier 139 pytest 138 Zendesk 135 SEM 132 Jest 130 Shopify 125 WordPress 123 Conversion rate optimization 117 New Relic 115 Amplitude 113 Verilog / VHDL 110 jQuery 109 monday.com 103 Neo4j 102 Cucumber 101 SwiftUI 99 Jupyter 99 CapCut 99 Unity 99 Meta Ads 99 XGBoost 97 Fivetran 95 Braze 95 SAS 91 Programmatic advertising 91 WebGL 90 NestJS 88 SEO tools 88 Nginx 86 VBA 85 Google Search Console 85 Social media tools 85 Sketch 83 HashiCorp Vault 80 Blender 79 Informatica 78 Keras 76 PCB design 76 Airtable 76 D3.js 72 Vite 71 Looker Studio 69 Webflow 68 Adobe Analytics 67 LinkedIn Ads 67 Three.js 66 Affiliate marketing 66 Mixpanel 64 Flutter 63 Final Cut Pro 61 Firebase 60 Webpack 59 Iterable 58 Qlik 56 Google Tag Manager 56 Svelte 55 Elixir 53 Citrix 52 Storybook 51 Klaviyo 50 Miro 49 DaVinci Resolve 49 Appium 48 Objective-C 46 Maya 46 UIKit 44 Cinema 4D 44 Lua 41 Sass 40 Markdown 38 Adobe XD 34 Express.js 31 Xcode 31 Trello 31 Haskell 30 Dart 29 TestRail 28 TikTok Ads 28 Alteryx 27 Mailchimp 27 Laravel 25 Framer 24 Retool 23 AP Style 22 SPSS 21 Solidity 17 Substance 3D 16 Amazon Ads 14 Houdini 11 Clojure 9 Erlang 8 ZBrush 8 Stata 3
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